{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ee387222-02b5-4432-bc36-3a0ab71fc044",
   "metadata": {},
   "source": [
    "## 柱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "39ce9c56-287e-4aed-adec-5e947b966740",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "growth = [12, 25, 16, 21, 18, 25]  # Growth percentages\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "bars = ax.bar(regions, sales, color='#FF6F61', edgecolor='black', alpha=0.9)\n",
    "\n",
    "for bar, growth_percentage in zip(bars, growth):\n",
    "    height = bar.get_height()\n",
    "    ax.text(\n",
    "        bar.get_x() + bar.get_width() / 2, height + 50,  # Position above the bar\n",
    "        f'{growth_percentage}%',  # Text\n",
    "        ha='center', va='bottom', fontsize=12, color='#00AEEF'\n",
    "    )\n",
    "\n",
    "\n",
    "ax.set_title('各区域上半年销量同比', fontsize=16, fontweight='bold', color='#FFFFFF', pad=20)\n",
    "ax.set_ylabel('销量', fontsize=12, color='#FFFFFF')\n",
    "ax.set_xlabel('区域', fontsize=12, color='#FFFFFF')\n",
    "\n",
    "ax.set_facecolor('#2D2D5E')\n",
    "fig.patch.set_facecolor('#2D2D5E')\n",
    "ax.tick_params(axis='x', colors='#FFFFFF')\n",
    "ax.tick_params(axis='y', colors='#FFFFFF')\n",
    "plt.figtext(\n",
    "    0.5, -0.05,\n",
    "    '数据来源于公司销售系统，统计日期截至2022.06.30',\n",
    "    wrap=True, horizontalalignment='center', fontsize=10, color='#FFFFFF'\n",
    ")\n",
    "ax.grid(visible=True, which='major', axis='y', linestyle='--', linewidth=0.5, color='gray', alpha=0.7)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bed391a-5b7c-4714-8496-e56ad8c0412f",
   "metadata": {},
   "source": [
    "## 簇状折线柱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92add7fa-0d6f-4c0c-8401-2f32f6ef648a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales_2021 = [2021, 1563, 3213, 2531, 2631, 2361]\n",
    "sales_2022 = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "growth_rate = [16, 22, 10, 7, 10, 9]  # 单位：%\n",
    "\n",
    "bar_width = 0.35\n",
    "x = np.arange(len(regions))\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "bar1 = ax1.bar(x - bar_width/2, sales_2021, bar_width, label='2021', color='#F97F51')\n",
    "bar2 = ax1.bar(x + bar_width/2, sales_2022, bar_width, label='2022', color='#3498DB')\n",
    "\n",
    "for bars in [bar1, bar2]:\n",
    "    for bar in bars:\n",
    "        ax1.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 50,\n",
    "                 f'{int(bar.get_height())}', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "ax1.set_xlabel('区域', fontsize=12)\n",
    "ax1.set_ylabel('销量', fontsize=12)\n",
    "ax1.set_title('上半年各月商品销量同比去年情况', fontsize=14)\n",
    "ax1.set_xticks(x)\n",
    "ax1.set_xticklabels(regions, fontsize=10)\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x, growth_rate, color='#F4D03F', marker='o', label='同比增长率')\n",
    "ax2.set_ylabel('同比增长率 (%)', fontsize=12)\n",
    "ax2.set_ylim(0, 25)\n",
    "\n",
    "for i, rate in enumerate(growth_rate):\n",
    "    ax2.text(x[i], rate + 1, f'{rate}%', ha='center', va='bottom', fontsize=10, color='#F4D03F')\n",
    "\n",
    "fig.legend(loc='upper right', bbox_to_anchor=(0.9, 0.9))\n",
    "\n",
    "ax1.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9092c8a4-0592-41fd-a824-c7a74f588a4d",
   "metadata": {},
   "source": [
    "## 复合柱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "57616a9c-2ce8-4b1c-a72f-c284f74bfa80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "months = ['1月', '2月', '3月', '4月', '5月', '6月', '7月', '8月', '9月', '10月', '11月', '12月']\n",
    "total_sales = [7780, 3524, 3524, 8157, 8157, 9673, 8387, 8387, 8387, 8387, 8387, 8387]\n",
    "sub_sales_a = [2354, 1902, 2698, 2698, 3156, 3156, 2635, 2635, 2635, 2635, 2635, 2635]\n",
    "sub_sales_b = [1902, 1622, 2896, 2859, 3621, 3621, 2749, 2749, 2749, 2749, 2749, 2749]\n",
    "\n",
    "x = np.arange(len(months))\n",
    "width = 0.3  # 柱形图的宽度\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6), facecolor=\"#2D2F41\")\n",
    "ax.bar(x - width, sub_sales_a, width, label='子类别 A', color='#5874DC')\n",
    "ax.bar(x, sub_sales_b, width, label='子类别 B', color='#E9A43A')\n",
    "ax.bar(x + width, total_sales, width, label='总销量', color='#4F4B5A')\n",
    "\n",
    "ax.set_title('2021年各月化妆品销量趋势', fontsize=16, color=\"white\")\n",
    "ax.set_xlabel('月份', fontsize=12, color=\"white\")\n",
    "ax.set_ylabel('销量', fontsize=12, color=\"white\")\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(months, color=\"white\")\n",
    "ax.legend(loc='upper right', fontsize=12)\n",
    "\n",
    "ax.set_facecolor(\"#2D2F41\")\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.grid(color='#444444', linestyle='--', linewidth=0.7)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.xticks(color=\"white\")\n",
    "plt.yticks(color=\"white\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a05a7128-0be3-4d3c-8b2e-8173a3999c5c",
   "metadata": {},
   "source": [
    "## 滑珠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "01ce36f2-5248-4a04-9cc2-82e407bd5e58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "regions = ['华南', '华北', '东北', '西北', '华东']\n",
    "completion_rates = [86, 74, 62, 51, 35]  # 达成率\n",
    "max_rate = 100\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "for i, rate in enumerate(completion_rates):\n",
    "    plt.barh(i, max_rate, color='#D3D3D3', height=0.5, alpha=0.6)\n",
    "    plt.barh(i, rate, color='#005BBB', height=0.5)\n",
    "\n",
    "for i, rate in enumerate(completion_rates):\n",
    "    plt.scatter(rate, i, color='#FFFFFF', edgecolor='#005BBB', s=200, zorder=5)\n",
    "\n",
    "for i, rate in enumerate(completion_rates):\n",
    "    plt.text(rate + 2, i, f'{rate}%', va='center', fontsize=10)\n",
    "\n",
    "plt.yticks(range(len(regions)), regions, fontsize=12)\n",
    "plt.gca().invert_yaxis()  # 翻转 Y 轴，和图表顺序一致\n",
    "\n",
    "plt.title('2022年上半年产品销量目标达成率情况', fontsize=14)\n",
    "plt.xlabel('达成率（%）', fontsize=12)\n",
    "plt.text(-5, -1.2, '注：数据来源于公司销售系统，统计日期截至2022.06.30', fontsize=10, alpha=0.7)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n",
    "\n",
    "##对比滑珠图\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "regions = ['华南', '华北', '东北', '西北', '华东']\n",
    "completion_2022 = [86, 74, 62, 51, 35]\n",
    "completion_2021 = [90, 80, 68, 56, 42]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "y_positions = np.arange(len(regions))\n",
    "ax.hlines(y=y_positions, xmin=0, xmax=100, colors='lightgray', linewidth=1.5, zorder=1)\n",
    "\n",
    "ax.scatter(completion_2022, y_positions, color='dodgerblue', label='2022完成率', s=100, zorder=2)\n",
    "\n",
    "ax.scatter(completion_2021, y_positions, color='gray', label='2021完成率', s=100, zorder=2)\n",
    "\n",
    "for i, (x2022, x2021) in enumerate(zip(completion_2022, completion_2021)):\n",
    "    ax.text(x2022 + 2, i, f'{x2022}%', va='center', fontsize=10, color='dodgerblue')\n",
    "    ax.text(x2021 - 8, i, f'{x2021}%', va='center', fontsize=10, color='gray')\n",
    "\n",
    "ax.set_yticks(y_positions)\n",
    "ax.set_yticklabels(regions)\n",
    "ax.set_xlim(0, 100)\n",
    "ax.set_xlabel('完成率 (%)')\n",
    "ax.set_title('2022年上半年销量目标达成率同比去年情况', fontsize=14)\n",
    "ax.legend()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.gca().invert_yaxis()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
